{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1e2c9e0b751c9bf0",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Monitor Every Multiple Steps\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/tutorial_simulation/monitor_per_multiple_steps.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/tutorial_simulation/monitor_per_multiple_steps.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b16daa893d751c15",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Sometimes it is not necessary to record the system's behavior at a very high temporal precision. When the simulation time is long, monitoring the variables at high temporal precision can lead to out of memory error. It is very helpful to record the values once every few steps to decrease the memory requirement. \n",
    "\n",
    "In this tutorial, we will highlight how to record/monitor variable every multiple simulation time steps. "
   ]
  },
  {
   "cell_type": "code",
   "id": "f7c8ecc962d28987",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:03:44.673474Z",
     "start_time": "2025-10-06T04:03:40.385112Z"
    }
   },
   "source": [
    "import brainpy  as bp\n",
    "import brainpy .math as bm\n",
    "import numpy as np"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "d63ae11e921086b5",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "First of all, define your dynamical system that you want. Here we use the EI balanced network model. "
   ]
  },
  {
   "cell_type": "code",
   "id": "5d47f5793d83aa79",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:03:44.684925Z",
     "start_time": "2025-10-06T04:03:44.678164Z"
    }
   },
   "source": [
    "class EINet(bp.DynSysGroup):\n",
    "  def __init__(self):\n",
    "    super().__init__()\n",
    "    self.N = bp.dyn.LifRef(4000, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                           V_initializer=bp.init.Normal(-55., 2.))\n",
    "    self.delay = bp.VarDelay(self.N.spike, entries={'I': None})\n",
    "    self.E = bp.dyn.ProjAlignPostMg1(comm=bp.dnn.EventJitFPHomoLinear(3200, 4000, prob=0.02, weight=0.6),\n",
    "                                     syn=bp.dyn.Expon.desc(size=4000, tau=5.),\n",
    "                                     out=bp.dyn.COBA.desc(E=0.),\n",
    "                                     post=self.N)\n",
    "    self.I = bp.dyn.ProjAlignPostMg1(comm=bp.dnn.EventJitFPHomoLinear(800, 4000, prob=0.02, weight=6.7),\n",
    "                                     syn=bp.dyn.Expon.desc(size=4000, tau=10.),\n",
    "                                     out=bp.dyn.COBA.desc(E=-80.),\n",
    "                                     post=self.N)\n",
    "\n",
    "  def update(self, input):\n",
    "    spk = self.delay.at('I')\n",
    "    self.E(spk[:3200])\n",
    "    self.I(spk[3200:])\n",
    "    self.delay(self.N(input))\n",
    "    return self.N.spike.value\n",
    " \n",
    "  def run(self, ids, inputs):  # the most import function!!!\n",
    "    for i, inp in zip(ids, inputs):\n",
    "      bp.share.save(i=i, t=bm.get_dt() * i)\n",
    "      self.update(inp)\n",
    "    return self.N.spike.value"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "4af7ae96791f4dd0",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "In this example, we monitor the spikes of the neuron group every 1 ms (10 time steps). "
   ]
  },
  {
   "cell_type": "code",
   "id": "fe86375df801c02c",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:03:44.692172Z",
     "start_time": "2025-10-06T04:03:44.688084Z"
    }
   },
   "source": [
    "n_step_per_monitor = 10"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "8911e08592b56c45",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## ``brainpy.math.for_loop``"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd8cf8c045d5c05c",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The key of using ``brainpy.math.for_loop`` for monitoring at multiple time steps is to reshape the running indices and inputs as the shape of ``[n_time, ..., n_step_per_time]``. "
   ]
  },
  {
   "cell_type": "code",
   "id": "532ef05c0800e28e",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:03:44.698764Z",
     "start_time": "2025-10-06T04:03:44.694228Z"
    }
   },
   "source": [
    "indices = np.arange(10000).reshape(-1, n_step_per_monitor)\n",
    "inputs = np.ones(indices.shape) * 20."
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "677f17a7652f8e11",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Next, we write a run function, in which the model run multiple steps we want. \n",
    "\n",
    "\n",
    "```python\n",
    "\n",
    "class EINet(bp.DynSysGroup):\n",
    "  ...\n",
    "\n",
    "  def run(self, ids, inputs):  \n",
    "    for i, inp in zip(ids, inputs):   # run the model multiple steps in the run function\n",
    "      bp.share.save(i=i, t=bm.get_dt() * i)\n",
    "      self.update(inp)\n",
    "    return self.N.spike.value\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fce584fad7a4928a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Finally, let's run the model with ``brainpy.math.for_loop``."
   ]
  },
  {
   "cell_type": "code",
   "id": "cf4823228857ccc4",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:04:15.735706Z",
     "start_time": "2025-10-06T04:03:44.703488Z"
    }
   },
   "source": [
    "model = EINet()\n",
    "spks = bm.for_loop(model.run, (indices, inputs), progress_bar=True)\n",
    "spks.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "333e9d8c9efe472baebcf213971a7b50"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "(1000, 4000)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "138d5403ed700f84",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The visualization will show what exactly we want."
   ]
  },
  {
   "cell_type": "code",
   "id": "585029a001c65faa",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T04:04:18.109550Z",
     "start_time": "2025-10-06T04:04:17.982796Z"
    }
   },
   "source": [
    "bp.visualize.raster_plot(indices[:, 0], spks, show=True)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\adadu\\\\miniconda3\\\\envs\\\\bdp\\\\Lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "4903497b6c83067e",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## ``brainpy.math.jit``"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41e416761f38781a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Another way for more flexible monitoring is using ``brainpy.math.jit``.  \n",
    "\n",
    "From the above example, we see that the drawback of the multi-step monitoring is that it monitors all variables with the same time durations. \n",
    "However, sometimes, we try to monitor spikes at every time step, while monitoring membrane potential every ten time steps. For such scenario, ``brainpy.math.jit`` is the more suitable tool. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9db70e903ccf6556",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "In this example, we directly use the jitted step function ``.jit_step_run``. "
   ]
  },
  {
   "cell_type": "code",
   "id": "b12e4242e3c70151",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "is_executing": true
    },
    "ExecuteTime": {
     "start_time": "2025-10-06T04:04:18.127272Z"
    }
   },
   "source": [
    "indices = np.arange(10000)\n",
    "inputs = np.ones(indices.shape) * 20.\n",
    "\n",
    "model = EINet()\n",
    "\n",
    "spks = []\n",
    "mems = []\n",
    "for i in indices:\n",
    "    # run the model\n",
    "    model.jit_step_run(i, inputs[i])\n",
    "      \n",
    "    # monitoring\n",
    "    if i % n_step_per_monitor == 0:  # monitor membrane every ten steps\n",
    "        mems.append(model.N.V.value)\n",
    "    spks.append(model.N.spike.value)  # monitor spikes every time\n",
    "    \n",
    "spks = bm.as_numpy(spks)\n",
    "mems = bm.as_numpy(mems)"
   ],
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c0c86b69d25e2bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T09:53:36.168647100Z",
     "start_time": "2023-10-18T09:53:35.965885100Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bp.visualize.raster_plot(indices, spks, show=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ff46703c21203ac7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-18T09:55:18.559670500Z",
     "start_time": "2023-10-18T09:55:18.480275900Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bp.visualize.line_plot(indices[0::n_step_per_monitor], mems, show=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
